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. 2019 Jul 17;10:1649. doi: 10.3389/fmicb.2019.01649

Table 2.

Gene cluster analysis of transcriptome difference of BSGX001 (thi2Δ) vs. BSGX001 at the GX stage in the aspect of Molecular Function and Biological Processes.

GOID GO terms (Molecular Function) Frequency Gene(s)
UP-REGULATED
3674 Molecular function unknown 34 out of 93 genes, 36.6% ATS1, MAK16, BOL1, BOL3, AIM2, ECM1, ERP1, PAU7, YAR023C, UIP3, MST28, YAR064W, YAR066W, YAR068W, RRT6, SPG1, RGI2, FAR10, ARV1, SYM1, YLR255C, TMA7, YLR264C-A, BOP2, CMG1, SMD2, YLR281C, YLR283W, YLR287C, COQ11, SPH1, NKP2, PEX30, YLR326W
16787 Hydrolase activity 14 out of 93 genes, 15.1% CCR4, POP5, PHO11, YIL082W-A, CDC42, GPN3, CDD1, IRC20, MCM5, DBP9, CTS1, TAD3, SFH1, YRF1-6
3677 DNA binding 11 out of 93 genes, 11.8% TFC3, SAW1, ECM22, EST1, RED1, NEJ1, PDR8, MCM5, YLR278C, MEC3, EST2
16740 Transferase activity 9 out of 93 genes, 9.7% SWD1, YAT1, YIL082W-A, ERF2, IRC20, STT4, UBC12, EST2, GAS2
30234 Enzyme regulator activity 8 out of 93 genes, 8.6% GIP4, CLN3, PEX22, GPB2, BUD14, RFU1, PIG1, GCD7
5198 Structural molecule activity 7 out of 93 genes, 7.5% NUP60, RED1, RPS28B, MRPL15, RPL38, RPS25B, RPP0
3723 RNA binding 7 out of 93 genes, 7.5% POP5, YIL082W-A, EST1, DBP9, GCD7, YHC1, RPP0
3735 Structural constituent of ribosome 5 out of 93 genes, 5.4% RPS28B, MRPL15, RPL38, RPS25B, RPP0
4386 Helicase activity 4 out of 93 genes, 4.3% IRC20, MCM5, DBP9, YRF1-6
16887 ATPase activity 3 out of 93 genes, 3.2% MCM5, DBP9, SFH1
4518 Nuclease activity 3 out of 93 genes, 3.2% CCR4, POP5, YIL082W-A
1071 Nucleic acid binding transcription factor activity 3 out of 93 genes, 3.2% TFC3, ECM22, PDR8
3682 Chromatin binding 3 out of 93 genes, 3.2% RED1, YCS4, MCM5
5085 Guanyl-nucleotide exchange factor activity 3 out of 93 genes, 3.2% EFB1, LTE1, GCD7
19899 Enzyme binding 2 out of 93 genes, 2.2% VPS8, GIP4
3729 mRNA binding 2 out of 93 genes, 2.2% DBP9, YHC1
16779 nucleotidyltransferase activity 2 out of 93 genes, 2.2% YIL082W-A, EST2
4871 Signal transducer activity 2 out of 93 genes, 2.2% GPB2, MID2
43167 Ion binding 2 out of 93 genes, 2.2% RBG1, NUP60
3924 GTPase activity 2 out of 93 genes, 2.2% CDC42, GPN3
22857 Transmembrane transporter activity 2 out of 93 genes, 2.2% THI7, CSC1
8135 Translation factor activity, RNA binding 1 out of 93 genes, 1.1% GCD7
16491 Oxidoreductase activity 1 out of 93 genes, 1.1% BDH2
16798 Hydrolase activity, acting on glycosyl bonds 1 out of 93 genes, 1.1% CTS1
8233 Peptidase activity 1 out of 93 genes, 1.1% YIL082W-A
16853 Isomerase activity 1 out of 93 genes, 1.1% ECI1
16301 Kinase activity 1 out of 93 genes, 1.1% STT4
988 Transcription factor activity, protein binding 1 out of 93 genes, 1.1% TFC3
30674 Protein binding, bridging 1 out of 93 genes, 1.1% ATG39
19843 rRNA binding 1 out of 93 genes, 1.1% RPP0
8168 Methyltransferase activity 1 out of 93 genes, 1.1% SWD1
8289 Lipid binding 1 out of 93 genes, 1.1% NUP60
16829 Lyase activity 1 out of 93 genes, 1.1% CYC3
16874 Ligase activity 1 out of 93 genes, 1.1% LIP2
51082 Unfolded protein binding 1 out of 93 genes, 1.1% CNE1
16791 Phosphatase activity 1 out of 93 genes, 1.1% PHO11
DOWN-REGULATED
3674 Molecular function unknown 6 out of 16 genes, 37.5% BSC1, PRM7, YDR246W-A, RRT5, YGL015C, YOR338W
3677 DNA binding 3 out of 16 genes, 18.8% THI2, MGA1, IXR1
16740 Transferase activity 3 out of 16 genes, 18.8% HOM3, TRA1, URA2
16874 Ligase activity 2 out of 16 genes, 12.5% SNZ3, URA2
30234 Enzyme regulator activity 1 out of 16 genes, 6.3% CIP1
1071 Nucleic acid binding transcription factor activity 1 out of 16 genes, 6.3% MGA1
16829 Lyase activity 1 out of 16 genes, 6.3% DAL3
16301 Kinase activity 1 out of 16 genes, 6.3% HOM3
other Other 1 out of 16 genes, 6.3% BTN2
GOID GO terms (Biological Processes) Frequency Gene(s)
UP-REGULATED
8150 Biological process unknown 19 out of 93 genes, 20.4% AIM2, BDH2, PAU7, YAR023C, UIP3, YAR064W, YAR066W, YAR068W, RRT6, SPG1, YLR255C, YLR264C-A, BOP2, CMG1, YLR278C, YLR281C, YLR283W, YLR287C, YLR326W
51726 Regulation of cell cycle 9 out of 93 genes, 9.7% CCR4, LTE1, CLN3, BUD14, CDC42, RED1, YCS4, MEC3, SFH1
33043 Regulation of organelle organization 8 out of 93 genes, 8.6% EFB1, LTE1, BUD14, CDC42, EST1, RED1, YCS4, MCM5
6974 Cellular response to DNA damage stimulus 7 out of 93 genes, 7.5% SAW1, NUP60, IRC20, NEJ1, MCM5, MEC3, SFH1
7059 Chromosome segregation 7 out of 93 genes, 7.5% LTE1, GIP4, GPN3, RED1, YCS4, NKP2, SFH1
278 Mitotic cell cycle 7 out of 93 genes, 7.5% CCR4, LTE1, CLN3, CDC42, GPN3, YCS4, SPH1
42221 Response to chemical 6 out of 93 genes, 6.5% GPB2, CNE1, CDC42, FAR10, SPH1, MID2
6281 DNA repair 6 out of 93 genes, 6.5% SAW1, NUP60, IRC20, NEJ1, MCM5, SFH1
6325 Chromatin organization 6 out of 93 genes, 6.5% NUP60, SWD1, YCS4, MCM5, MEC3, SFH1
2181 Cytoplasmic translation 6 out of 93 genes, 6.5% RBG1, TMA7, RPS28B, RPL38, RPS25B, RPP0
6605 Protein targeting 5 out of 93 genes, 5.4% VPS8, PEX22, NUP60, GPN3, ERF2
51052 Regulation of DNA metabolic process 5 out of 93 genes, 5.4% CCR4, SAW1, EST1, MCM5, SFH1
6366 Transcription from RNA polymerase II promoter 5 out of 93 genes, 5.4% CCR4, GPB2, ECM22, PDR8, SFH1
48285 Organelle fission 5 out of 93 genes, 5.4% LTE1, CDC42, GPN3, RED1, YCS4
23052 Signaling 5 out of 93 genes, 5.4% PEX22, GPB2, CDC42, FAR10, MID2
32200 Telomere organization 5 out of 93 genes, 5.4% SWD1, EST1, MEC3, EST2, YRF1-6
7010 Cytoskeleton organization 4 out of 93 genes, 4.3% EFB1, ATS1, BUD14, CDC42
746 Conjugation 4 out of 93 genes, 4.3% CDC42, FAR10, SPH1, MID2
31399 Regulation of protein modification process 4 out of 93 genes, 4.3% GIP4, CLN3, PEX22, NUP60
6629 Lipid metabolic process 4 out of 93 genes, 4.3% ECM22, ARV1, ECI1, STT4
902 Cell morphogenesis 4 out of 93 genes, 4.3% BUD14, CDC42, SPH1, MID2
6310 DNA recombination 4 out of 93 genes, 4.3% IRC20, MCM5, MEC3, YRF1-6
51169 Nuclear transport 4 out of 93 genes, 4.3% ECM1, NUP60, GPN3, RPS28B
51321 Meiotic cell cycle 4 out of 93 genes, 4.3% GPB2, RED1, YCS4, GAS2
6397 mRNA processing 3 out of 93 genes, 3.2% SMD2, YHC1, MID2
8380 RNA splicing 3 out of 93 genes, 3.2% SMD2, YHC1, MID2
6401 RNA catabolic process 3 out of 93 genes, 3.2% CCR4, POP5, RPS28B
6260 DNA replication 3 out of 93 genes, 3.2% CCR4, MCM5, SFH1
7114 Cell budding 3 out of 93 genes, 3.2% ATS1, CDC42, SPH1
8033 tRNA processing 3 out of 93 genes, 3.2% ATS1, POP5, TAD3
7124 Pseudohyphal growth 3 out of 93 genes, 3.2% GPB2, CDC42, SPH1
51049 Regulation of transport 3 out of 93 genes, 3.2% BUD14, ECM22, CDC42
6364 rRNA processing 3 out of 93 genes, 3.2% MAK16, POP5, DBP9
70647 Protein modification by small protein conjugation or removal 3 out of 93 genes, 3.2% PEX22, NUP60, UBC12
42273 Ribosomal large subunit biogenesis 3 out of 93 genes, 3.2% MAK16, DBP9, RPP0
9451 RNA modification 2 out of 93 genes, 2.2% ATS1, TAD3
6497 Protein lipidation 2 out of 93 genes, 2.2% ARV1, ERF2
6869 Lipid transport 2 out of 93 genes, 2.2% ECM22, ARV1
55085 Transmembrane transport 2 out of 93 genes, 2.2% PEX22, THI7
70271 Protein complex biogenesis 2 out of 93 genes, 2.2% CYC3, BUD14
18193 Peptidyl-amino acid modification 2 out of 93 genes, 2.2% NUP60, SWD1
42594 Response to starvation 2 out of 93 genes, 2.2% RBG1, ECM22
71554 Cell wall organization or biogenesis 2 out of 93 genes, 2.2% MID2, GAS2
910 Cytokinesis 2 out of 93 genes, 2.2% BUD14, SPH1
7033 Vacuole organization 2 out of 93 genes, 2.2% CLN3, CDC42
6091 Generation of precursor metabolites and energy 2 out of 93 genes, 2.2% RGI2, PIG1
43934 Sporulation 2 out of 93 genes, 2.2% GPB2, GAS2
15931 Nucleobase-containing compound transport 2 out of 93 genes, 2.2% NUP60, RPS28B
51186 Cofactor metabolic process 2 out of 93 genes, 2.2% BOL1, COQ11
6354 DNA-templated transcription, elongation 2 out of 93 genes, 2.2% CCR4, SFH1
51604 Protein maturation 2 out of 93 genes, 2.2% BOL1, BOL3
1403 Invasive growth in response to glucose limitation 2 out of 93 genes, 2.2% GPB2, CDC42
7031 Peroxisome organization 2 out of 93 genes, 2.2% PEX22, PEX30
6417 Regulation of translation 2 out of 93 genes, 2.2% EFB1, GCD7
48284 Organelle fusion 2 out of 93 genes, 2.2% CLN3, CDC42
61025 Membrane fusion 2 out of 93 genes, 2.2% CLN3, CDC42
5975 Carbohydrate metabolic process 1 out of 93 genes, 1.1% PIG1
6413 Translational initiation 1 out of 93 genes, 1.1% GCD7
16570 Histone modification 1 out of 93 genes, 1.1% SWD1
6468 Protein phosphorylation 1 out of 93 genes, 1.1% CLN3
16197 Endosomal transport 1 out of 93 genes, 1.1% VPS8
70925 Organelle assembly 1 out of 93 genes, 1.1% RPP0
32196 Transposition 1 out of 93 genes, 1.1% YIL082W-A
6887 Exocytosis 1 out of 93 genes, 1.1% CDC42
6970 Response to osmotic stress 1 out of 93 genes, 1.1% MID2
43144 snoRNA processing 1 out of 93 genes, 1.1% POP5
54 Ribosomal subunit export from nucleus 1 out of 93 genes, 1.1% ECM1
8213 Protein alkylation 1 out of 93 genes, 1.1% SWD1
6457 Protein folding 1 out of 93 genes, 1.1% CNE1
6383 Transcription from RNA polymerase III promoter 1 out of 93 genes, 1.1% TFC3
42255 Ribosome assembly 1 out of 93 genes, 1.1% RPP0
6414 Translational elongation 1 out of 93 genes, 1.1% EFB1
7005 Mitochondrion organization 1 out of 93 genes, 1.1% STT4
32543 Mitochondrial translation 1 out of 93 genes, 1.1% MRPL15
32787 Monocarboxylic acid metabolic process 1 out of 93 genes, 1.1% ECI1
16050 Vesicle organization 1 out of 93 genes, 1.1% MST28
51603 Proteolysis involved in cellular protein catabolic process 1 out of 93 genes, 1.1% CNE1
6811 Ion transport 1 out of 93 genes, 1.1% CSC1
6470 Protein dephosphorylation 1 out of 93 genes, 1.1% GIP4
43543 Protein acylation 1 out of 93 genes, 1.1% ERF2
55086 Nucleobase-containing small molecule metabolic process 1 out of 93 genes, 1.1% CDD1
48193 Golgi vesicle transport 1 out of 93 genes, 1.1% ERP1
6897 Endocytosis 1 out of 93 genes, 1.1% ARV1
9408 Response to heat 1 out of 93 genes, 1.1% NUP60
other other 7 out of 93 genes, 7.5% YAT1, PHO11, RFU1, LIP2, SYM1, CTS1, ATG39
DOWN-REGULATED
6366 Transcription from RNA polymerase II promoter 4 out of 16 genes, 25% THI2, TRA1, IXR1, YOR338W
8150 Biological process unknown 4 out of 16 genes, 25% BSC1, YDR246W-A, RRT5, YGL015C
6520 Cellular amino acid metabolic process 2 out of 16 genes, 12.5% HOM3, URA2
6974 Cellular response to DNA damage stimulus 2 out of 16 genes, 12.5% TRA1, IXR1
6766 Vitamin metabolic process 2 out of 16 genes, 12.5% THI2, SNZ3
6281 DNA repair 2 out of 16 genes, 12.5% TRA1,IXR1
6468 Protein phosphorylation 1 out of 16 genes, 6.3% CIP1
16197 Endosomal transport 1 out of 16 genes, 6.3% BTN2
43543 Protein acylation 1 out of 16 genes, 6.3% TRA1
6457 Protein folding 1 out of 16 genes, 6.3% BTN2
55086 Nucleobase-containing small molecule metabolic process 1 out of 16 genes, 6.3% URA2
51726 Regulation of cell cycle 1 out of 16 genes, 6.3% CIP1
42221 Response to chemical 1 out of 16 genes, 6.3% IXR1
43934 Sporulation 1 out of 16 genes, 6.3% YOR338W
18193 Peptidyl-amino acid modification 1 out of 16 genes, 6.3% TRA1
51321 Meiotic cell cycle 1 out of 16 genes, 6.3% YOR338W
6865 Amino acid transport 1 out of 16 genes, 6.3% BTN2
746 Conjugation 1 out of 16 genes, 6.3% PRM7
31399 Regulation of protein modification process 1 out of 16 genes, 6.3% CIP1
278 Mitotic cell cycle 1 out of 16 genes, 6.3% CIP1
16570 Histone modification 1 out of 16 genes, 6.3% TRA1
6325 Chromatin organization 1 out of 16 genes, 6.3% TRA1
6811 Ion transport 1 out of 16 genes, 6.3% BTN2
other Other 2 out of 16 genes, 12.5% MGA1, DAL3